{"id":"W3110087415","doi":"10.37867/te120402","title":"A STUDY OF IMPACT OF E-COMMUNICATION ON WRITTEN ENGLISH PRACTICED BY UNDERGRADUATE STUDENTS","year":2020,"lang":"en","type":"article","venue":"Towards Excellence","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Popularity; Digitization; The Internet; Computer science; Human communication; Order (exchange); Mode (computer interface); Multimedia; World Wide Web; Internet privacy; Psychology; Telecommunications; Human–computer interaction; Communication; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004792103,0.0001821471,0.0003173976,0.00008980244,0.00009712213,0.00008167408,0.003689036,0.00004690525,0.000009111355],"category_scores_gemma":[0.0004996737,0.0001671878,0.00007467253,0.0005724674,0.00007817597,0.0004620447,0.001262555,0.0002953612,0.00001161785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007239368,"about_ca_system_score_gemma":0.0001542811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007302916,"about_ca_topic_score_gemma":0.000005664363,"domain_scores_codex":[0.9977909,0.0005229581,0.0004484353,0.0002511377,0.0007850715,0.0002015078],"domain_scores_gemma":[0.9974067,0.0003937031,0.0004226033,0.001331941,0.000362839,0.00008222989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006026643,0.01174616,0.06138958,0.0003754202,0.001388686,0.00004093506,0.8425374,0.003376309,0.005167976,0.00555851,0.04422973,0.02358665],"study_design_scores_gemma":[0.0267521,0.06629722,0.6025504,0.00311092,0.0005501092,0.00003491306,0.1208553,0.04592486,0.1081148,0.01325128,0.006111398,0.006446648],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903653,0.0001340843,0.003433879,0.001977637,0.00009782519,0.0004526008,0.000007148101,0.0001377063,0.00339384],"genre_scores_gemma":[0.9968842,0.0001632123,0.002670272,0.0001627079,0.00001369636,0.00001881086,0.000003236183,0.0000130146,0.000070829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7216821,"threshold_uncertainty_score":0.6855208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04532836318886211,"score_gpt":0.3334651201415489,"score_spread":0.2881367569526868,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}